DocumentCode
971287
Title
Extending the functional equivalence of radial basis function networks and fuzzy inference systems
Author
Hunt, Kenneth J. ; Haas, Roland ; Murray-Smith, Roderick
Author_Institution
Daimler-Benz AG, Berlin, Germany
Volume
7
Issue
3
fYear
1996
fDate
5/1/1996 12:00:00 AM
Firstpage
776
Lastpage
781
Abstract
We establish the functional equivalence of a generalized class of Gaussian radial basis function (RBFs) networks and the full Takagi-Sugeno model (1983) of fuzzy inference. This generalizes an existing result which applies to the standard Gaussian RBF network and a restricted form of the Takagi-Sugeno fuzzy system. The more general framework allows the removal of some of the restrictive conditions of the previous result
Keywords
feedforward neural nets; fuzzy neural nets; inference mechanisms; Gaussian radial basis function networks; functional equivalence; fuzzy inference; fuzzy inference systems; Fuzzy neural networks; Fuzzy systems; Joining processes; Radial basis function networks; Shape; Spline; Sun; Takagi-Sugeno model; Vectors;
fLanguage
English
Journal_Title
Neural Networks, IEEE Transactions on
Publisher
ieee
ISSN
1045-9227
Type
jour
DOI
10.1109/72.501735
Filename
501735
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